Giter Site home page Giter Site logo

deep-hipo's Introduction

Deep learning model for HIstoPatholOgy (Deep-Hipo)

Deep-Hipo is designed to accurately analyze histopathological images by learning multi-scale morphological patterns from various magnification levels of patches in a WSI simultaneously

Alt text

Required packages:

  • PyHistopathology
  • Open CV
  • Sklearn
  • Keras
  • Tensorflow

CODE FOLLOW:

Codes for Training are in Deep-Hipo folder

  • Deep-HipoTrain.py is the interface for train our model. It has data generators which automatically loads multiple inputs simantionously.
  • Deep-Hipo_Model.py Constructs Deep-Hipo architecture.
  • Dilationlayer.py Dilation Layers (intial layers) for Deep-Hipo architecture
  • InceptionA.py Module A of our architecture.
  • InceptionB.py Module B of our architecture.
  • InceptionC.py Module C of our architecture.
  • InceptionD.py Module D of our architecture.
  • InceptionE.py Module E of our architecture.

Alt text

deep-hipo's People

Contributors

saichandra1 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.